{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PCA降维\n",
    "首先通过一个2D数据集进行实验，以获得关于PCA如何工作的直观感受，然后在一个更大的人脸图像数据集上使用它。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一、 二维数据集\n",
    "在本练习中，首先实现PCA并将其应用于一个简单的二维数据集，以了解它是如何工作的，从加载和可视化数据集开始。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(50, 2)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x27ec663d548>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n",
    "from scipy.io import loadmat\n",
    "mat = loadmat('date/ex7data1.mat')\n",
    "X = mat['X']\n",
    "print(X.shape)\n",
    "plt.scatter(X[:,0], X[:,1], facecolors='none', edgecolors='b')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据预处理\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def featureNormalize(X):\n",
    "    means = X.mean(axis=0)#对X中的每个特征求均值（axis 不设置值，对 m*n 个数求均值，返回一个实数，axis = 0：压缩行，对各列求均值，返回 1* n 矩阵\n",
    "                           #axis =1 ：压缩列，对各行求均值，返回 m *1 矩阵）\n",
    "    stds = X.std(axis=0, ddof=1)#求标准差\n",
    "    X_norm = (X - means) / stds#均值归一化\n",
    "    return X_norm, means, stds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PCA\n",
    "PCA由两部分组成：\n",
    "1、计算数据的方差矩阵\n",
    "2、用SVD计算特征向量$(U_1,U_22,...,U_n)$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def pca(X):\n",
    "    sigma = (X.T @ X) / len(X)#方差矩阵\n",
    "    U, S, V = np.linalg.svd(sigma)#svd\n",
    "    \n",
    "    return U, S, V"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.70710678 -0.70710678]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x27ec76be748>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_norm, means, stds = featureNormalize(X)\n",
    "U, S, V = pca(X_norm)\n",
    "\n",
    "print(U[:,0]) \n",
    "plt.figure(figsize=(7, 5))\n",
    "plt.scatter(X[:,0], X[:,1], facecolors='none', edgecolors='b')\n",
    "\n",
    "plt.plot([means[0], means[0] + 1.5*S[0]*U[0,0]], \n",
    "         [means[1], means[1] + 1.5*S[0]*U[0,1]],\n",
    "        c='r', linewidth=3, label='First Principal Component')\n",
    "plt.plot([means[0], means[0] + 1.5*S[1]*U[1,0]], \n",
    "         [means[1], means[1] + 1.5*S[1]*U[1,1]],\n",
    "        c='g', linewidth=3, label='Second Principal Component')\n",
    "plt.grid()\n",
    "# changes limits of x or y axis so that equal increments of x and y have the same length\n",
    "# 不然看着不垂直，不舒服。：）\n",
    "plt.axis(\"equal\")  \n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PCA降维"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def projectData(X, U, K):\n",
    "    Z = X @ U[:,:K]#对应公式z=X*U_reduce\n",
    "    \n",
    "    return Z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.48127391])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# project the first example onto the first dimension \n",
    "# and you should see a value of about 1.481\n",
    "Z = projectData(X_norm, U, 1)#降到一维\n",
    "Z[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 重建数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def recoverData(Z, U, K):\n",
    "    X_rec = Z @ U[:,:K].T\n",
    "    \n",
    "    return X_rec\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-1.04741883, -1.04741883])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# you will recover an approximation of the first example and you should see a value of\n",
    "# about [-1.047 -1.047].\n",
    "X_rec = recoverData(Z, U, 1)\n",
    "X_rec[0]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 可视化投影"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x27ec62f71c8>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,5))\n",
    "plt.axis(\"equal\") \n",
    "plot = plt.scatter(X_norm[:,0], X_norm[:,1], s=30, facecolors='none', \n",
    "                   edgecolors='b',label='Original Data Points')\n",
    "plot = plt.scatter(X_rec[:,0], X_rec[:,1], s=30, facecolors='none', \n",
    "                   edgecolors='r',label='PCA Reduced Data Points')\n",
    "\n",
    "plt.title(\"Example Dataset: Reduced Dimension Points Shown\",fontsize=14)\n",
    "plt.xlabel('x1 [Feature Normalized]',fontsize=14)\n",
    "plt.ylabel('x2 [Feature Normalized]',fontsize=14)\n",
    "plt.grid(True)\n",
    "\n",
    "for x in range(X_norm.shape[0]):\n",
    "    plt.plot([X_norm[x,0],X_rec[x,0]],[X_norm[x,1],X_rec[x,1]],'k--')\n",
    "    # 输入第一项全是X坐标，第二项都是Y坐标\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PCA在人脸数据集上的应用\n",
    "在这部分练习中，将人脸图像上运行PCA，看看如何在实践中使用它来减少维度。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5000, 1024)\n"
     ]
    }
   ],
   "source": [
    "mat = loadmat('date/ex7faces.mat')\n",
    "X = mat['X']\n",
    "print(X.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 加载并可视化前100个人脸图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 100 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def displayData(X, row, col):\n",
    "    fig, axs = plt.subplots(row, col, figsize=(8,8))\n",
    "    for r in range(row):\n",
    "        for c in range(col):\n",
    "            axs[r][c].imshow(X[r*col + c].reshape(32,32).T, cmap = 'Greys_r')\n",
    "            axs[r][c].set_xticks([])\n",
    "            axs[r][c].set_yticks([])\n",
    "            \n",
    "displayData(X, 10, 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PCA on Faces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_norm, means, stds = featureNormalize(X)#调用数据预处理函数\n",
    "\n",
    "U, S, V = pca(X_norm)#调用PCA函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((1024, 1024), (1024,))"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "U.shape, S.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 36 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "displayData(U[:,:36].T, 6, 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 降维"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "z = projectData(X_norm, U, K=36)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 重建数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_rec = recoverData(z, U, K=36)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 100 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "displayData(X_rec, 10, 10)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
